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import argparse def parse_args(): """Uses argparse module to parse command line arguments.""" parser = argparse.ArgumentParser() parser.add_argument('--tpu_name') parser.add_argument('--save_dir') parser.add_argument('--restore_dir') parser.add_argument('--use_pmap', action='store_tr...
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def block_num_to_hex(block_num): """Converts a block number to a hex string. This is used for proper index ordering and lookup. Args: block_num: uint64 Returns: A hex-encoded str """ return "{0:#0{1}x}".format(block_num, 18)
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def rebuild(expr): """ Rebuild a SymPy tree This function recursively calls constructors in the expression tree. This forces canonicalization and removes ugliness introduced by the use of Basic.__new__ """ try: return type(expr)(*list(map(rebuild, expr.args))) except Exception: ...
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def forward_differences(f, h, x): """ Forward Finite Differences. Approximating the derivative using the Forward Finite Method. Parameters: f : function to be used h : Step size to be used x : Given point Returns: Approximation """ return (f(x + h) - f(x)) / h
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from textwrap import dedent def listify(supposed_lst:object=None): """ - When only providing a single element, it's easy to forget to put it inside a list! """ if (supposed_lst is not None): if (not isinstance(supposed_lst, list)): supposed_lst = [supposed_lst] # If it was already a list, check it for empt...
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from typing import Tuple def bool_(buffer: bytes, offset: int = 0) -> Tuple[bool, int]: """ Unpack bool from Starbound save file. :param buffer: Starbound save file :param offset: position in Starbound save file :return: bool, new offset """ return bool(buffer[offset]), offset + 1
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def get_job_main_info(job): """ Return a dictionary with the pieces of information that will be presented on the terminal. :param job: A Job object provided by ScrapingHub :return: A dictionary """ info = job.info main_info = { 'id': job.id, 'spider': info.get('spider'), ...
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import json def user_io_loop(settings: dict): """ This function is run on the main process as it interacts with the user. It asks for some command and it executes the proper task if the input was recgonized. Parameters ---------- settings : proxy dict shared dictionary with inform...
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def pad_source(src, PAD, vocab=None): """ src: [n, T1] """ if vocab is not None: src = [[vocab[w] for w in s] for s in src] PAD = vocab[PAD] max_len = max(len(s) for s in src) for s in src: s += [PAD] * (max_len - len(s)) return src, max_len
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def remove_action(actions, name): """ Find all the occurrences of actions with a given name and return them and remove them from the list :param actions: List of actions :param name: str name to find :returns: List of actions matching the given name """ matching = [action for action in ac...
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def version_get(v1, v2): """Check if version v1 is great or equal then version v2. """ return [int(i) for i in v1.split('.') if i.isdigit()] > [int(i) for i in v2.split('.') if i.isdigit()]
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from typing import Optional def get_dag_id(this_dag_name: str, parent_dag_name: Optional[str] = None) -> str: """Generates the name for a DAG, accounting for whether it is a SubDAG. Args: this_dag_name: A name for this individual DAG. parent_dag_name: The name of the parent DAG of this DAG...
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def get_tagstring(refid, tags): """Creates a string from a reference ID and a sequence of tags, for use in report filenames.""" return "_".join([refid] + [t[0] + "." + (t[1] if t[1] else "None") for t in tags])
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def GetLogFileDir(): """Returns the directory set to store the environment file.""" return "/tmp"
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def zahlen_rechts_oben(seitenlaenge): """gibt die Zahlen der Diagonalenhälfte rechts oben aus einer spiralförmigen Zahlenmatrix der Seitenlänge seitenlaenge als Liste aus (ohne 1)""" anzahl = int((seitenlaenge-1)/2) zahl = 1 summand = 2 zahlen = [] for i in range(anzahl): zahl = zahl + s...
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def _prefixes(): """ Defines prefixes for powers of ten. This function is not meant to be called directly. """ return { 'Y': {'longform':'yotta', 'dimension':24}, 'Z': {'longform': 'zetta', 'dimension':21}, 'E': {'longform': 'exa', 'dimensi...
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def _pf1c(val1, val2): """ Returns ------- Description for the return statement """ return int(val1 + int(val2[0]))
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import os import imp def get_module(): """Return module.""" init_path = os.path.join( os.path.realpath(os.path.join(os.path.dirname(__file__))), 'admin_page_lock', '__init__.py') return imp.load_source('page_lock', init_path)
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def emptyCells(notebook): """ Finds the tag 'empty' in each cell and removes its content Returns dict with empty cells """ clean = [] for cell in notebook['cells']: try: tags = cell['metadata']['tags'] if True in map(lambda x: x.lower().startswith('empty'), tags...
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import itertools def all_liouville_subspaces(hilbert_subspace): """ Given a Hilbert subspace, return a comma separated list with all included Liouville subspaces Example ------- >>> all_liouville_subspaces('ge') 'gg,ge,eg,ee' """ return ','.join(''.join(s) for s ...
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def append_to(__all__): """ Class and function decorator to include the name in __all__. A common use case for __all__ is to mark a group of classes or functions that have something in common for wildcard export, while other classes or functions defined in the same module ...
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def image_name(): """Returns image name that is used in tests.""" return 'python:3.6.6-alpine'
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def normalize_btwn_0_1(list_obj): """ Takes a list and normalizes the values from 0 (smallest) to 1(largest) """ return (list_obj-min(list_obj))/(max(list_obj)-min(list_obj))
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def get_light_positions(rays_i, img_light_pos): """Extracts light positions given scene IDs. Args: rays_i: [R, 1] float tensor. Per-ray image IDs. img_light_pos: [N, 3] float tensor. Per-image light positions. Returns: rays_light_pos: [R, 3] float tensor. Per-ray light positions. ...
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import torch from typing import OrderedDict def load_pretrained_weights(net, path, replace_key=None, skip_key=None, required_key=None): """Loads pretrained weights from the path on disk to the network. This is a utility function to handle loading pretrained weights from disk to the network. This function...
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def has_sublist(superlist, sublist): """ Does a list contain another list within it? Not very efficient. If 'eq' is given, this will be used to compare items. """ return any( superlist[i : i + len(sublist)] == sublist for i in range(len(superlist) - len(sublist) + 1) )
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def MSEevaluation(y, predict): """ Evaluate predictions the mean sqaured error :param y: original values :param predict: predicted values :return: the mean squared error of the predicted values """ n = len(y) # number of...
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import time def CurrentTimeSec(): """Returns a float of the current time in seconds.""" return time.time()
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import os def ensure_directories(path): """Create directories for the path if they don't exist Parameters ---------- path : The path in question. Can also contain a filename Examples -------- >>> path = utils.path_to('data', 'data-set', 'data.csv') >>> utils.ensure_directories(path) ...
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def find_kernel_diameter(K): """Find the diameter of the polytope in RKHS""" n = K.shape[0] best_max = 0 best_indices = [0, 0] current_max = 0 current_indices = [0, 0] for i in range(0, n): for j in range(0, i+1): current_max = K[i, i] + K[j, j] - 2*K[i, j] cu...
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def get_xml_node_value (root, name): """ return the value from an XML node, if it exists """ node = root.find(name) if node: return node.text else: return None
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import argparse def validate_ext(ext): """Validate extension option\n Give an error if argument contains '/' or backslash """ err1 = "illegal character in extension" if "/" in ext or "\\" in ext: raise argparse.ArgumentTypeError(err1) return ext
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def get_first_arg(args, kwargs, name): """Returns named argument assuming it is in first position. Returns None if not found. Args: args (tuple or list): args from function. kwargs (dict): kwargs from function. name (str): argument name """ try: return kwargs[name] ...
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def simpleVoigt(vsh,vsv): """ seis_model.simpleVoigt(vsh,vsv) voigt average of horizontal and vertical shear wave velocities v = 0.5 * (vsh + vsv) Parameters ----------- vsh horizontal shear wave velocity, array or scalar vsv vertical shear wave velocity, array or scalar ...
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import random def get_uniform_crossover_function(): """ Returns a function that applies uniform crossover (each gene value is chosen at random from the parent genes); see :ref:`crossover-functions` :Valid For: any gene type :returns: a function that accepts a list of parent genes and ap...
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def generate_qubo_single_threaded(exact_cover, b=1): """Generates an upper triangular QUBO matrix for the given exact cover""" a = len(exact_cover) * b + 1 q = dict() for j, cur_subset in enumerate(exact_cover): q[(j, j)] = -len(cur_subset) for i, oth_subset in [(i, oth_subset) for i, ot...
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def add_filter(req_filter, request=''): """ Parameters ---------- req_filter : str string shaped like "key":"val" or "key":{"op":"val"} request : str (optional) request string shaped like: {"key1":{"op1":"val1"}[,"key2":{"op2":"val2"}]*} Returns ------- str ...
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import functools def noop_if_no_unpatch(f): """ A helper for PatchTestCase test methods that will no-op the test if the __unpatch_func__ attribute is None """ @functools.wraps(f) def wrapper(self, *args, **kwargs): if getattr(self, '__unpatch_func__') is None: return ...
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def communicator(manager): """Get the ``Communicator`` instance of the currently loaded profile to communicate with RabbitMQ.""" return manager.get_communicator()
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def make_repr_html(obj): """ Make a nice HTML table :param obj: Python object :return: HTML string """ html_text = f'<h3>{obj.__class__.__name__} {obj.name}</h3>' html_text += '<table><tbody>' if hasattr(obj, 'package_names'): html_text += '<tr><td>number of packages:</td>' ...
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from typing import List from typing import Optional from typing import Dict def package_item(errorHandlerTest: bool, failureHandlerTest: bool, data: str, aggregateList: List) -> Optional[Dict]: """Package item task definition. Args: errorHandlerTest (bool): One can set this flag (i.e. throught the AP...
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import re def get_table_dividers(table): """ Receives a results table Returns a list of divider rows (------) """ return [len(re.findall(r"^-{3,}$", line)) for line in table.split("\n")]
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import requests def fetch_fuel_data(): """Get basic fuel price data.""" return requests.get('http://www.fueleconomy.gov/ws/rest/fuelprices').text
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def pad_sents(sents, pad_idx): """ @param sents (list[list[int]]): @param pad_idx (int): Pad ID @return sents_padded (list[list[int]]): sents with padding according to max_sent_len """ max_len = 0 sents_padded = [] for sent in sents: max_len = max(max_len, len(sent)) for sent in sent...
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from datetime import datetime def timestamp_to_weekday(timestamp): """ Weekday as a decimal number, where 0 is Sunday and 6 is Saturday. """ return int(datetime.fromtimestamp(timestamp / 1000.0).strftime("%w"))
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def calculate_manhattan_dist(config): """calculate the manhattan distance from: - a given puzzle configuration for the A* search function """ hn = 0 # start with the heuristics function value being 0 for tile in range(1, config.n ** 2): # evalute the distance from each tile in the cur...
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def get_hook_config(hook_api, module_name, key): """ Get user settings for hooks. Args: module_name: The module/package for which the key setting belong to. key: A key for the config. Returns: The value for the config. ``None`` if not set. The ``get_...
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def mymult(ctx, a,b): """ a,b are scalars """ return a*b
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def get_turn_off_descriptions(get_turn_off, initial_state, current_state): """ Get all 'turn off' descriptions from the current state (if any). Parameters ---------- get_turn_off: function Function that gets the color of light which is off. initial_state: nd.array Initial state o...
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import re def create_cuda_compute_type_map(cuda_compute_type_enum_class): """ Map the data type name to the corresponding CUDA compute type. """ cuda_compute_type_pattern = re.compile("COMPUTE_(?:(?P<width>\d+)(?P<type>F|I|U|BF)|(?P<tf32>TF32))") type_code_map = { 'i' : 'int', 'u' : 'uint', 'f' :...
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from pathlib import Path from typing import Dict from typing import Tuple import json def packages_conf( packages_conf_path: Path, cmds: Dict[str, str], read_only: bool = False ) -> Tuple[Dict[str, str], Dict[str, str]]: """ Write the packages.json config file and return the list of packages dependenc...
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def addition(a,b): """ renvoie le rapport des deux nombres passés en paramètre""" return a+b
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def replace_backslashes(path:str): """ Replaces the backslashes of string-paths with double forward slashes :param path: a random path that might contain backslashes :type path: str :return: A string-path with forward slashes :rtype: str | """ return path.replace("/", "\\")
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import torch def compute_Xty(X_t, y_t, cm_t, csd_t): """ cm: column means of X csd: column SDs of X """ ytX_t = torch.mm(y_t.T, X_t) # scale Xty scaled_Xty_t = ytX_t.T / csd_t.reshape(-1,1) # center Xty centered_scaled_Xty_t = scaled_Xty_t - cm_t.reshape(-1,1)/csd_t.reshape(-1,1) *...
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import logging def get_logger(name): """ Return a logger with the specified name, creating it if necessary. :param name: module name :return: logging.Logger """ logging.basicConfig(level=logging.INFO, format="%(asctime)s:%(levelname)s:%(name)s: %(message)s", ...
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def UseExistingBootDisk(disks): """Returns True if the user has specified an existing boot disk.""" return any(disk.get('boot') == 'yes' for disk in disks)
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import os def pwm_dir(): """ Returns the directory of the expression dir """ return os.path.dirname(__file__)
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def comma_space(s): """ insert a space after every comma in s unless s ends in a comma :param s: string to be checked for spaces after commas :return s: improved string with commas always followed by spaces :rtype: basestring """ k = s.find(',') if -1 < k < len(s) - 1 and s[k + 1] != " "...
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import configparser import re def _get_dict_cases(config_file, cases=('LAMMPS', 'GROMACS')): """ Function to return a dictionary with regex patterns for the given cases and a rating of those. Reads in the config_file. Parameters ---------- config_file : str or List[str] File path to t...
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import operator def compute_ap(lists): """Compute Average Precision.""" lists.sort(key=operator.itemgetter("score"), reverse=True) rels = 0 rank = 0 score = 0.0 for one in lists: rank += 1 if one["label"] == 1: rels += 1 score += rels/float(rank) if rels != 0: score /= float(rels...
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def prepare_data(text): """ Prepare data """ labels = [t.split()[0] for t in text] labels = [l.split(':')[0] for l in labels] X = [t.split()[1:] for t in text] X = [' '.join(t) for t in X] return X, labels
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def smiley(message): """ IMPORTANT: You should NOT use loops or list comprehensions for this question. Instead, use lambda functions, any, map, and/or filter. Make a function that converts specific characters to smiley faces. >>> smiley("DSC20:(") 'DSC20:)(:' >>> smiley(":e)k3o(") ...
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import os def capitalized_fn(afile): """ Checks provided file with the file on disk and returns the imput with its exact capitalization on disk. In the second value the capitalization is preserved if it was available. Returns tuple: (exact, capitals) exact: what's on disk captials: the name with capitals (pr...
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def getweapontags(): """Return all weapon tags""" return ('primary', 'secondary', 'melee', 'pda', 'pda2', 'building')
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def _tx_resource_for_name(name): """ Return the Transifex resource name """ if name == 'core': return "django-core.core" else: return "django-core.contrib-%s" % name
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def count(column): """ Funcion encargada de contar cuantas filas tiene una columna """ return len(column)
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def remove_similar_lists(lst, lengths_lst, medium_threshold = 200): """ removes likely assembly errors near repeats by deconvulting medium length contigs We have already filtered out short contigs, but there are still these that cause problemswith the graph tracing. """ # tmp is a list of equal length w...
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import numpy def median(c): """ 计算中位数 :param c: 数组 :return: """ return numpy.median(c)
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import subprocess def run_command(cmd, input=None): """ Run the given cmd and handle the status cmd is a string showing the command to run """ stdout = subprocess.check_output( cmd.split(), universal_newlines=True, input=input, ) return stdout
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def get_error(confusion_map): """error from a confusion map""" error = 1 - confusion_map.diagonal().sum() / confusion_map.sum() return error
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def flatten_dict(d): """ Function to transform a nested dictionary to a flattened dot notation dictionary. :param d: Dict The dictionary to flatten. :return: Dict The flattened dictionary. """ def expand(key, value): if isinstance(value, dict): return [(key...
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import re def check_promo(text): """Inspects text and returns an inference of the promotion ('success', 'none', 'fail'). Input: text -- UTF-8 text string (required | type: str). Output: promo -- promotion: 'success', 'none', 'fail' (type: str). """ promo = 'none' password_...
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import json def _get_dmaap_creds(dmaap_file): """Get DMaaP credentials from DCAE for publish and subscribe""" streams = json.load(open(dmaap_file, 'r')) pubs = [x for x in streams if x['dmaapStreamId'] == 'requests' and x['dmaapAction'] == 'publish'] subs = [x for x in streams ...
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import argparse import os def parse_args(): """Parse input arguments """ parser = argparse.ArgumentParser() parser.add_argument('-m', '--motion_pth', type=str, help='path to motion stream results dict') parser.add_argument('-a', '--appear_pth', type=str, ...
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import calendar def get_last_friday_of_month(year, month): """Return the date of the last Friday in the month as an int.""" # calendar_for_month is a 2D list of days of the month, grouped by week. # For example, December 2018 looks like this: # [[ 0, 0, 0, 0, 0, 1, 2], # [ 3, 4, 5, 6, 7...
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def _lerp(A, B, t): """Perform Linear interpolation in 1D""" return A * (1.0 - t) + B * t
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import six def _clean_git_uri(uri): """Cleans VCS uris from pip9 format""" if isinstance(uri, six.string_types): # Add scheme for parsing purposes, this is also what pip does if uri.startswith("git+") and "://" not in uri: uri = uri.replace("git+", "git+ssh://") return uri
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def _interpolate(a, b, fraction): """Returns the point at the given fraction between a and b, where 'fraction' must be between 0 and 1. """ return a + (b - a) * fraction
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from typing import Callable import argparse def _deploy_parser( name: str, desc: str, localfunc: Callable, serverfunc: Callable, contextfunc: Callable, ) -> argparse.ArgumentParser: """Construct a argument parser for the deploy or redeploy commands.""" deploy_parser = argparse.ArgumentPars...
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def gen_archive_script(bundle_path, lib_paths): """Produce ar-script output in 'bundle_path' from 'lib_paths'""" ar_input = [] ar_input.append("CREATE {bundle_path}".format(bundle_path = bundle_path)) for path in lib_paths: ar_input.append("ADDLIB {path}".format(path = path)) ar_input.appen...
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def identity(x): """Identity function: useful for avoiding special handling for None.""" return x
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def zenodo_get_children(data, resource_id, is_record): """ Get the children of the requested resource. Only going down one level. Parameters ---------- data : dict The project path data resource_id : str The resource id of the children is_record : bool Is this a Zen...
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def triangle_geometry(triangle): """ Compute the area and circumradius of a triangle. Parameters ---------- triangle : (1x3) array-like The indices of the points which form the triangle. Returns ------- area : float The area of the triangle circum_r : float ...
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def find_col_index_with_name(name, trained_schema): """ finds the index of the column with name 'name' and returns the index :param name: name of the column to look for :type name: str :param trained_schema: :type trained_schema: List(dict) :return: index of the element in trained_schema tha...
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def anagram(word_1: str, word_2: str) -> bool: """Anagram check example :param word_1: {str} :param word_2: {str} :return: {bool} """ word_1 = word_1.lower() word_2 = word_2.lower() return sorted(word_1) == sorted(word_2)
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def get_month(date): """Extract month as form receiving string dd/mm/yyyy or mm/yyyy Args: date (string): Date formate dd/mm/yyyy Returns: mm: string with month. """ num_chars = len(date) if num_chars == 10: return date.split("/")[1] elif num_chars == 7: ret...
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def get_index(l, key, value): """Find the index of an element by key value, for lists of dicts Return: index or -1 """ return next((index for index, d in enumerate(l) if d[key] == value), -1)
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def precision(tp, fp, fn): """ :param tp: (int) number of true positives :param fp: (int) number of false positives :param fn: (int) number of false negatives :returns: precision metric for one image at one threshold """ return float(tp) / (tp + fp + fn + 1.0e-9)
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import os def os_path_split(path): """ Split a path with os.path.split(), recursively. :param path: The path to split :type path: str :rtype: List[str] """ rest = path components = [] while rest != '/' and rest != '': (rest, last) = os.path.split(rest) components.i...
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import sys import termios import tty def read_char() -> str: """Read a single character from user input. Doesn't work on Windows.""" fd = sys.stdin.fileno() oldSettings = termios.tcgetattr(fd) try: tty.setcbreak(fd) ch = sys.stdin.read(1) finally: termios.tcsetattr(fd, ter...
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def midi_to_ansi_note(midi_note): """ returns the Ansi Note name for a midi number. ::Examples:: >>> midi_to_ansi_note(21) 'A0' >>> midi_to_ansi_note(102) 'F#7' >>> midi_to_ansi_note(108) 'C8' """ notes = ['A', 'A#', 'B', 'C', 'C#', 'D', 'D#', 'E', 'F', 'F#', 'G', 'G#'] num...
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def lengthOfLongestSubstring(s: str) -> int: """难道这是滑动窗口??""" length = len(s) if length <= 0: return 0 count = 1 for i in range(length): for j in range(i+1, length): # print(i, j) if s[j] in s[i:j]: # print(i, j, s[i:j], '--') count = ...
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def UnionFindSet(m, edges): """ :param m: :param edges: :return: union number in a graph """ roots = [i for i in range(m)] rank = [0 for i in range(m)] count = m def find(member): tmp = [] while member != roots[member]: tmp.append(member) mem...
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def _traverse_reachable(paths, start): """Returns set of all paths reachable from point.""" s = set([start]) for target in paths[start]: s.update(_traverse_reachable(paths, target)) return s
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def tokenize_to_id(sentences, tokenizer): """Tokenize all of the sentences and map the tokens to their word IDs.""" input_ids = [] # For every sentence... for sent in sentences: # `encode` will: # (1) Tokenize the sentence. # (2) Prepend the `[CLS]` token to the start. ...
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def intersect(index, keys): """ Utility method to compute the intersection of all the sets in index that correspond to the given keys keys. Args: index, hash for format {key -> set()} keys, list of strings Returns: set, the intersection of all the sets in index that correspond to...
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def filter_topics(topic_df, presence_thr, prevalence_thr): """Filter uninformative ("stop") topics Args: top_df (df): topics presence_thr (int): threshold to detect topic in article prevalence_thr (int): threshold to exclude topic from corpus Returns: Filtered df """ ...
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import sympy def diff_scalar_func(scalar_func, var): """ Calculate partial derivative of a function with respect to a scalar or a vector. Args: scalar_func: A symbolic scalar function. var: A symbolic scalar or a symbolic vector. Returns: Partial der...
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import base64 def b64_encode(byte_string: bytes) -> str: """Base 64 encode a byte string and return a unicode string.""" b64_bytes = base64.b64encode(byte_string) return b64_bytes.decode("utf-8")
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import os import re def find(path = ".", recurse = True, type = None, regex = None, extensions = None, absolute = False, case = True): """Get list of paths to files in a folder. Args: path (str): Path to a folder on a filesystem. extensions .. exec_code:: :caption: Ex...
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